SOTAVerified

Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Showing 601650 of 888 papers

TitleStatusHype
Out-of-Distribution Detection using Neural Activation Prior0
Addressing Randomness in Evaluation Protocols for Out-of-Distribution Detection0
Out-of-Distribution Detection Using Peer-Class Generated by Large Language Model0
Decomposing Texture and Semantics for Out-of-distribution Detection0
Out-of-Distribution Detection via Deep Multi-Comprehension Ensemble0
Out of Distribution Detection via Domain-Informed Gaussian Process State Space Models0
Beyond Perceptual Distances: Rethinking Disparity Assessment for Out-of-Distribution Detection with Diffusion Models0
Data Invariants to Understand Unsupervised Out-of-Distribution Detection0
Out-of-Distribution Detection with Reconstruction Error and Typicality-based Penalty0
A Multi-Scale Framework for Out-of-Distribution Detection in Dermoscopic Images0
Uncertainty Estimation and Calibration with Finite-State Probabilistic RNNs0
CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans0
Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions0
Out-of-Distribution Detection with Class Ratio Estimation0
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks0
Kullback-Leibler Divergence-Based Out-of-Distribution Detection with Flow-Based Generative Models0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation0
Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification0
CORES: Convolutional Response-based Score for Out-of-distribution Detection0
Out-of-Distribution Detection Without Class Labels0
Out-of-Distribution Detection with Overlap Index0
COOD: Combined out-of-distribution detection using multiple measures for anomaly & novel class detection in large-scale hierarchical classification0
Out-Of-Distribution Detection With Subspace Techniques And Probabilistic Modeling Of Features0
Out-of-Distribution Image Detection Using the Normalized Compression Distance0
Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection0
Packed-Ensembles for Efficient Uncertainty Estimation0
PAL : Pretext-based Active Learning0
Controlling Neural Collapse Enhances Out-of-Distribution Detection and Transfer Learning0
p-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations0
Perfect density models cannot guarantee anomaly detection0
Performance Analysis of Out-of-Distribution Detection on Various Trained Neural Networks0
Performance Analysis of Out-of-Distribution Detection on Trained Neural Networks0
Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz0
Contrastive Training for Improved Out-of-Distribution Detection0
Iterative Deployment Exposure for Unsupervised Out-of-Distribution Detection0
PnPOOD : Out-Of-Distribution Detection for Text Classification via Plug andPlay Data Augmentation0
Contextual Similarity Distillation: Ensemble Uncertainties with a Single Model0
Practical Evaluation of Out-of-Distribution Detection Methods for Image Classification0
Predicted Embedding Power Regression for Large-Scale Out-of-Distribution Detection0
Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications0
Contextualised Out-of-Distribution Detection using Pattern Identication0
Probabilistic Contrastive Learning with Explicit Concentration on the Hypersphere0
Probabilistic Knowledge Distillation of Face Ensembles0
Conservative Uncertainty Estimation By Fitting Prior Networks0
Recursively Feasible Probabilistic Safe Online Learning with Control Barrier Functions0
Probabilistic Self-supervised Learning via Scoring Rules Minimization0
Uncertainty estimation for out-of-distribution detection in computational histopathology0
A Data-Centric Approach for Improving Adversarial Training Through the Lens of Out-of-Distribution Detection0
Prototype-based Optimal Transport for Out-of-Distribution Detection0
ConjNorm: Tractable Density Estimation for Out-of-Distribution Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViM (BiT)AUROC98.92Unverified
2NAC-UE (ResNet-50)AUROC97.9Unverified
3ASH-S (ResNet-50)AUROC97.6Unverified
4SCALE (ResNet50)AUROC97.37Unverified
5KNN (ResNet-50)AUROC97.18Unverified
6DisCoPatchAUROC96.4Unverified
7NNGuide (ResNet50 w/ ReAct)AUROC96.11Unverified
8NNGuide (RegNet)AUROC95.82Unverified
9ViM (ViT-B/16)AUROC95.34Unverified
10KNN (ResNet-50 SupCon)AUROC94.45Unverified
#ModelMetricClaimedVerifiedStatus
1CMA(ViT-B/16, NegLabel)AUROC99.62Unverified
2NNGuide (RegNet)AUROC99.57Unverified
3ViM (ViT-B/16)AUROC99.41Unverified
4DisCoPatchAUROC99.1Unverified
5SCALE (ResNet50)AUROC98.17Unverified
6MOS (BiT-S-R101x1)AUROC98.15Unverified
7ASH-S (ResNet-50)AUROC97.87Unverified
8NNGuide (ResNet50 w/ ReAct)AUROC97.7Unverified
9BATS (ResNet-50)AUROC97.67Unverified
10LINe (ResNet-50)AUROC97.56Unverified
#ModelMetricClaimedVerifiedStatus
1MOODAUROC88.5Unverified
2RP+GradNormFPR9583.29Unverified
3KNN (ResNet-50)FPR9577.09Unverified
4Watermarking (WRN-40-2 w/ Energy)FPR9571.85Unverified
5Watermarking (WRN-40-2 w/ MSP)FPR9570.59Unverified
6DOEFPR9567.84Unverified
7DMLFPR9561.43Unverified
8GradNorm (ResNetv2-101)FPR9560.86Unverified
9KNN (ResNet-50 SupCon)FPR9560.02Unverified
10ReAct (ResNet-50)FPR9551.56Unverified
#ModelMetricClaimedVerifiedStatus
1MOODAUROC89.8Unverified
2DOEFPR9580.94Unverified
3RP+GradNormFPR9573.53Unverified
4KNN (ResNet-50)FPR9569.53Unverified
5DMLFPR9557.4Unverified
6SHEFPR9554.19Unverified
7ODIN+UMAP (ResNet-50)FPR9549.69Unverified
8KNN (ResNet-50 SupCon)FPR9548.91Unverified
9ReAct (ResNet-50)FPR9547.69Unverified
10GradNorm (ResNetv2-101)FPR9546.48Unverified
#ModelMetricClaimedVerifiedStatus
1MOODAUROC89.1Unverified
2RP+GradNormFPR9570.12Unverified
3DOEFPR9559.83Unverified
4DMLFPR9554.74Unverified
5ODIN+UMAP (ResNet-50)FPR9540.94Unverified
6MOS (BiT-S-R101x1)FPR9539.97Unverified
7MCM (CLIP-L)FPR9538.17Unverified
8NPOSFPR9537.93Unverified
9RankFeat (ResNetv2-101)FPR9536.8Unverified
10DICE + ReAct (ResNet-50)FPR9527.25Unverified
#ModelMetricClaimedVerifiedStatus
1DHMAUROC100Unverified
2Ensemble of ViTsAUROC98.11Unverified
3ViT-L_16 finetuned on CIFAR-100AUROC97.98Unverified
4R50+ViT_B-16 finetuned on CIFAR-100AUROC96.23Unverified
5ViT_B-16 finetuned on CIFAR-100AUROC95.53Unverified
6MLP-Mixer_B-16 finetuned on CIFAR-100AUROC95.31Unverified
7CLIP using class name words describing the two distributionsAUROC94.68Unverified
8ERD (ResNet18)AUROC94.3Unverified
9OpenHybridAUROC85.6Unverified
10Maximum Logit Score (MLS)AUROC83.2Unverified
#ModelMetricClaimedVerifiedStatus
1DHMAUROC100Unverified
2R+ViT finetuned on CIFAR-10AUROC98.52Unverified
3ViT finetuned on CIFAR-10AUROC98.42Unverified
4MLP-Mixer finetuned on CIFAR-10AUROC97.85Unverified
5ZODE-KNNAUROC97.12Unverified
6OpenHybridAUROC95.1Unverified
7ERD (ResNet18)AUROC95.1Unverified
8Wide 40-2 + OECCAUROC94.9Unverified
9WRN 40-2 + OEAUROC93.3Unverified
10Isolation Forest on EfficientNet Softmax valuesAUROC91.95Unverified
#ModelMetricClaimedVerifiedStatus
1DHMAUROC100Unverified
2Wide ResNet 40x2AUROC99.9Unverified
3ResNet 34 + OECC+GMAUROC99.7Unverified
4ResNet 34 + FSSDAUROC99.5Unverified
5Wide ResNet 40x2AUROC99.43Unverified
6ZODE-KNNAUROC99.12Unverified
7ResNet18 + APR-PAUROC98.1Unverified
8WRN 40-2 + OEAUROC97.8Unverified
9WRN 40-2 (MSP Baseline)AUROC97.8Unverified
10WRN 40-2 + Rotation PredictionAUROC96.2Unverified
#ModelMetricClaimedVerifiedStatus
1NNGuide (RegNet)AUROC97.73Unverified
2ViM (ViT-B/16)AUROC97.61Unverified
3DisCoPatchAUROC94.4Unverified
4NNGuide (ResNet50 w/ ReAct)AUROC92.49Unverified
5NAC-UE (ResNet-50)AUROC91.45Unverified
6GENAUROC80.43Unverified
#ModelMetricClaimedVerifiedStatus
1Mixup (Gaussian)Percentage correct95.93Unverified
2Mixup (Imagenet)Percentage correct83.28Unverified
3Baseline (Imagenet)Percentage correct80.57Unverified
4Dropout(Imagenet)Percentage correct78.93Unverified
5Baseline (Gaussian)Percentage correct73.28Unverified
6Dropout(Gaussian)Percentage correct70.57Unverified
#ModelMetricClaimedVerifiedStatus
1OECC + MDAUROC98.7Unverified
2DenseNet-BC-100AUROC98.4Unverified
3ResNet-34AUROC97.9Unverified
4CSNNAUROC87.2Unverified
5OEAUROC86.9Unverified
#ModelMetricClaimedVerifiedStatus
1RbAAP66.82Unverified
2DOoDAP63.03Unverified
3cDNPAP62.35Unverified
4GMMSegAP47.6Unverified
#ModelMetricClaimedVerifiedStatus
1WRN 40-2 (MSP Baseline)FPR9562.66Unverified
2WRN 40-2 + OEFPR9538.5Unverified
3WRN 40-2 + OECCFPR9528.89Unverified
4Wide ResNet 40x2FPR9523.4Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-B-384 Mahalanobis (pre-trained on IN-21k)AUROC95Unverified
2DisCoPatchAUROC94.3Unverified
3EffNetv2-M Relative MahalanobisAUROC88.9Unverified
4EffNetb7 Relative Cosine SimAUROC87.9Unverified
#ModelMetricClaimedVerifiedStatus
1ResNeXt50 + FSSDAUROC86.7Unverified
2ResNeXt 50 + Maha distanceAUROC82.5Unverified
3ResNeXt 50 + ODINAUROC61.3Unverified
4ResNeXt 50 + OEAUROC52.6Unverified
#ModelMetricClaimedVerifiedStatus
1GENFPR9597.3Unverified
2ViM (ViT-B/16)FPR9536.75Unverified
3NNGuide-ViM (ViT-B/16)FPR9533.1Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet34 + FSSDAUROC93.1Unverified
2ResNet 34 + OEAUROC92.5Unverified
3ResNet 34 + ODINAUROC90.8Unverified
#ModelMetricClaimedVerifiedStatus
12-Layered GRUAUROC99.6Unverified